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Using Cake for NannyML

NannyML is an open-source library for monitoring post-deployment data and model performance. Cake integrates NannyML to automate AI drift detection, quality monitoring, and compliance reporting.
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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

Dan Doe
President, Altis Labs

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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

Jane Doe
CEO, AMD

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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

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Vice President, Test Company

How it works

Monitor AI model drift and health with NannyML on Cake

Cake integrates NannyML into AI pipelines to automate post-deployment model monitoring, drift detection, and performance tracking with governance and observability.

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Automated post-deployment monitoring

Use NannyML to detect model drift and quality degradation in AI workflows.

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Seamless pipeline integration

Cake automates NannyML deployment and scaling within AI pipelines.

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Compliance and governance built in

Apply security, auditing, and policy enforcement to NannyML-monitored models on Cake.

Frequently asked questions about Cake and NannyML

What is NannyML?
NannyML is an open-source library for monitoring post-deployment AI model performance, detecting drift, and estimating model health without ground truth.
How does Cake integrate with NannyML?
Cake integrates NannyML into AI pipelines to automate drift detection, performance monitoring, and governance for deployed models.
What AI use cases benefit from NannyML on Cake?
NannyML is used for monitoring business impact metrics, model stability, and early detection of data quality issues.
Does Cake help manage NannyML compliance and observability?
Yes—Cake applies monitoring, compliance checks, and access control to NannyML-driven model monitoring.
Can NannyML be combined with other monitoring tools in Cake?
Absolutely—NannyML works alongside tools like Prometheus, Grafana, and model management systems in Cake.